X2SAM: Any Segmentation in Images and Videos

arXiv:2605.00891v1 Announce Type: cross Abstract: Multimodal Large Language Models (MLLMs) have demonstrated strong image-level visual understanding and reasoning, yet their pixel-level perception across both images and videos remains limited. Foundation segmentation models such as the SAM series...